In [8]:
import fbprophet
from fbprophet import Prophet
import pandas as pd
from matplotlib import pyplot as plt
error=[]
In [ ]:
#colnames=["ds","y"] 
location="error generator.csv"
df=pd.read_csv(location)
#print(df)
df["ds"]=pd.to_datetime(df['ds'])
#df=df.rename(columns={'KE':'y'})
#scaling()
#daframe_classification()
#plt.plot(df["t"],df["y_scaled"])
#plt.show()
test=60
train=22440-test
#print(train)
#print((df['ds']<=df["ds"][train]))
#print(df[(df['ds']>=df["ds"][1])])#& (df['ds']<=df["ds"][train])])
train_df=df[(df['ds']>=df["ds"][1]) & (df['ds']<=df["ds"][train])]
test_df=df[df['ds']>=df["ds"][train]]
print(test_df)
i=0
period=14

# loop from here
while i!=1492:
    ranges=22380-period
    train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
    #print(train_temp_df)
    model=Prophet()
    model.fit(train_temp_df)
    #print(prediction)
    final_df=test_df
    #final_df["predisc_ds"]
    #final_df
    #test_df
    prediction=model.predict(test_df)
    final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
#plt.plot(final_df["ds"],final_df["y_predict"])
#plt.plot(final_df["ds"],final_df["y"])
    import numpy as np
    a=final_df['y']-final_df['y_predict']
    b=(a*a).sum()/len(a)
    error.append(np.sqrt(b))
    print(error)
    
    print(i, " sample collected out of 22380")
    i=i+1
    period=period+15
#final_df
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
INFO:fbprophet:n_changepoints greater than number of observations. Using 11.
                       ds    y  Unnamed: 2  Unnamed: 3  Unnamed: 4  Unnamed: 5
22380 2019-12-16 13:00:00  250         NaN         NaN         NaN         NaN
22381 2019-12-16 13:01:00  250         NaN         NaN         NaN         NaN
22382 2019-12-16 13:02:00  250         NaN         NaN         NaN         NaN
22383 2019-12-16 13:03:00  250         NaN         NaN         NaN         NaN
22384 2019-12-16 13:04:00  250         NaN         NaN         NaN         NaN
22385 2019-12-16 13:05:00  250         NaN         NaN         NaN         NaN
22386 2019-12-16 13:06:00  250         NaN         NaN         NaN         NaN
22387 2019-12-16 13:07:00  250         NaN         NaN         NaN         NaN
22388 2019-12-16 13:08:00  250         NaN         NaN         NaN         NaN
22389 2019-12-16 13:09:00  250         NaN         NaN         NaN         NaN
22390 2019-12-16 13:10:00  250         NaN         NaN         NaN         NaN
22391 2019-12-16 13:11:00  250         NaN         NaN         NaN         NaN
22392 2019-12-16 13:12:00  250         NaN         NaN         NaN         NaN
22393 2019-12-16 13:13:00  250         NaN         NaN         NaN         NaN
22394 2019-12-16 13:14:00  249         NaN         NaN         NaN         NaN
22395 2019-12-16 13:15:00  249         NaN         NaN         NaN         NaN
22396 2019-12-16 13:16:00  249         NaN         NaN         NaN         NaN
22397 2019-12-16 13:17:00  250         NaN         NaN         NaN         NaN
22398 2019-12-16 13:18:00  250         NaN         NaN         NaN         NaN
22399 2019-12-16 13:19:00  250         NaN         NaN         NaN         NaN
22400 2019-12-16 13:20:00  250         NaN         NaN         NaN         NaN
22401 2019-12-16 13:21:00  250         NaN         NaN         NaN         NaN
22402 2019-12-16 13:22:00  249         NaN         NaN         NaN         NaN
22403 2019-12-16 13:23:00  249         NaN         NaN         NaN         NaN
22404 2019-12-16 13:24:00  249         NaN         NaN         NaN         NaN
22405 2019-12-16 13:25:00  250         NaN         NaN         NaN         NaN
22406 2019-12-16 13:26:00  249         NaN         NaN         NaN         NaN
22407 2019-12-16 13:27:00  250         NaN         NaN         NaN         NaN
22408 2019-12-16 13:28:00  249         NaN         NaN         NaN         NaN
22409 2019-12-16 13:29:00  249         NaN         NaN         NaN         NaN
22410 2019-12-16 13:30:00  249         NaN         NaN         NaN         NaN
22411 2019-12-16 13:31:00  249         NaN         NaN         NaN         NaN
22412 2019-12-16 13:32:00  249         NaN         NaN         NaN         NaN
22413 2019-12-16 13:33:00  249         NaN         NaN         NaN         NaN
22414 2019-12-16 13:34:00  249         NaN         NaN         NaN         NaN
22415 2019-12-16 13:35:00  248         NaN         NaN         NaN         NaN
22416 2019-12-16 13:36:00  248         NaN         NaN         NaN         NaN
22417 2019-12-16 13:37:00  248         NaN         NaN         NaN         NaN
22418 2019-12-16 13:38:00  248         NaN         NaN         NaN         NaN
22419 2019-12-16 13:39:00  248         NaN         NaN         NaN         NaN
22420 2019-12-16 13:40:00  248         NaN         NaN         NaN         NaN
22421 2019-12-16 13:41:00  248         NaN         NaN         NaN         NaN
22422 2019-12-16 13:42:00  248         NaN         NaN         NaN         NaN
22423 2019-12-16 13:43:00  247         NaN         NaN         NaN         NaN
22424 2019-12-16 13:44:00  247         NaN         NaN         NaN         NaN
22425 2019-12-16 13:45:00  247         NaN         NaN         NaN         NaN
22426 2019-12-16 13:46:00  247         NaN         NaN         NaN         NaN
22427 2019-12-16 13:47:00  247         NaN         NaN         NaN         NaN
22428 2019-12-16 13:48:00  247         NaN         NaN         NaN         NaN
22429 2019-12-16 13:49:00  247         NaN         NaN         NaN         NaN
22430 2019-12-16 13:50:00  247         NaN         NaN         NaN         NaN
22431 2019-12-16 13:51:00  247         NaN         NaN         NaN         NaN
22432 2019-12-16 13:52:00  247         NaN         NaN         NaN         NaN
22433 2019-12-16 13:53:00  247         NaN         NaN         NaN         NaN
22434 2019-12-16 13:54:00  247         NaN         NaN         NaN         NaN
22435 2019-12-16 13:55:00  246         NaN         NaN         NaN         NaN
22436 2019-12-16 13:56:00  246         NaN         NaN         NaN         NaN
22437 2019-12-16 13:57:00  246         NaN         NaN         NaN         NaN
22438 2019-12-16 13:58:00  246         NaN         NaN         NaN         NaN
22439 2019-12-16 13:59:00  246         NaN         NaN         NaN         NaN
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
INFO:fbprophet:n_changepoints greater than number of observations. Using 23.
[1.9748417658132085]
0  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087]
1  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776]
2  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958]
3  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874]
4  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094]
5  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185]
6  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244]
7  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002]
8  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407]
9  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645]
10  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896]
11  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033]
12  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386]
13  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591]
14  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732]
15  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764]
16  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157]
17  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568]
18  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038]
19  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744]
20  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889]
21  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943]
22  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079]
23  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474]
24  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925]
25  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796]
26  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586]
27  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599]
28  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817]
29  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991]
30  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033]
31  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243]
32  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854]
33  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218]
34  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315]
35  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206]
36  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421]
37  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806]
38  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935]
39  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882]
40  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231]
41  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784]
42  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361]
43  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049]
44  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452]
45  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493]
46  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505]
47  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814]
48  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585]
49  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166]
50  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286]
51  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808]
52  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752]
53  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155]
54  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951]
55  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595]
56  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632]
57  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985]
58  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444]
59  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494]
60  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886]
61  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363]
62  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359]
63  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089]
64  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444]
65  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346]
66  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929]
67  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563]
68  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484]
69  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424]
70  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142]
71  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014]
72  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378]
73  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744]
74  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332]
75  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713]
76  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736]
77  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651]
78  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545]
79  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479]
80  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948]
81  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335]
82  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485]
83  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977]
84  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923]
85  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436]
86  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675]
87  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595]
88  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659]
89  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788]
90  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006]
91  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575]
92  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696]
93  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775]
94  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206]
95  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586]
96  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146]
97  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407]
98  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514]
99  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679]
100  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254]
101  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405]
102  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827]
103  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991]
104  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445]
105  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658]
106  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856]
107  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283]
108  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925]
109  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645]
110  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952]
111  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351]
112  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414]
113  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261]
114  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312]
115  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042]
116  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851]
117  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365]
118  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024]
119  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006]
120  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642]
121  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125]
122  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494]
123  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575]
124  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883]
125  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657]
126  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405]
127  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438]
128  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547]
129  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017]
130  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513]
131  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695]
132  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676]
133  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333]
134  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822]
135  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383]
136  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534]
137  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395]
138  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103]
139  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397]
140  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579]
141  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282]
142  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582]
143  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138]
144  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001]
145  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421]
146  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429]
147  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104]
148  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998]
149  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793]
150  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282]
151  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014]
152  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651]
153  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161]
154  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412]
155  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188]
156  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287]
157  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139]
158  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908]
159  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204]
160  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436]
161  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577]
162  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882]
163  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966]
164  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982]
165  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101]
166  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628]
167  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357]
168  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284]
169  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263]
170  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186]
171  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304]
172  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507]
173  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145]
174  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597]
175  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731]
176  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725]
177  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075]
178  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806]
179  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283]
180  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147]
181  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645]
182  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817]
183  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506]
184  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347]
185  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136]
186  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145]
187  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853]
188  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327]
189  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854]
190  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894]
191  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833]
192  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443]
193  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528]
194  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457]
195  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182]
196  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881]
197  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828]
198  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064]
199  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509]
200  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444]
201  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135]
202  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955]
203  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124]
204  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784]
205  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993]
206  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943]
207  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935]
208  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677]
209  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576]
210  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187]
211  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003]
212  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067]
213  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048]
214  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946]
215  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325]
216  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301]
217  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769]
218  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821]
219  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755]
220  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849]
221  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203]
222  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407]
223  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321]
224  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222]
225  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036]
226  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935]
227  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033]
228  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241]
229  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451]
230  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855]
231  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509]
232  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097]
233  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999]
234  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023]
235  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155]
236  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059]
237  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902]
238  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008]
239  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403]
240  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793]
241  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608]
242  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317]
243  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735]
244  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355]
245  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075]
246  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514]
247  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345]
248  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289]
249  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842]
250  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725]
251  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509]
252  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145]
253  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367]
254  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367]
255  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938]
256  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349]
257  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 4.549014690248836]
258  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 4.549014690248836, 4.307845928854158]
259  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 4.549014690248836, 4.307845928854158, 4.573880010940924]
260  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 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4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286]
261  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 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4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625]
262  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 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4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493]
263  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 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3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734]
264  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 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4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429]
265  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657]
266  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 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4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282]
267  sample collected out of 22380
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946]
268  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 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4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 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269  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876]
270  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 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4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735]
271  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 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4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863]
272  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722]
273  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 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274  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722, 4.502731432794388, 4.3356358096792516]
275  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 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276  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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277  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 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3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722, 4.502731432794388, 4.3356358096792516, 4.256294540451255, 4.134024384163138, 4.205486153730672]
278  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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279  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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280  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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281  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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282  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 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4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 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3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722, 4.502731432794388, 4.3356358096792516, 4.256294540451255, 4.134024384163138, 4.205486153730672, 4.261447702435534, 4.295631217685955, 4.464787345457403, 4.610277944240929, 4.612706297407517]
283  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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284  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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285  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 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4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722, 4.502731432794388, 4.3356358096792516, 4.256294540451255, 4.134024384163138, 4.205486153730672, 4.261447702435534, 4.295631217685955, 4.464787345457403, 4.610277944240929, 4.612706297407517, 4.670254267202856, 4.87761655385857, 4.565266039598711]
286  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722, 4.502731432794388, 4.3356358096792516, 4.256294540451255, 4.134024384163138, 4.205486153730672, 4.261447702435534, 4.295631217685955, 4.464787345457403, 4.610277944240929, 4.612706297407517, 4.670254267202856, 4.87761655385857, 4.565266039598711, 4.372277812674289]
287  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 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4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722, 4.502731432794388, 4.3356358096792516, 4.256294540451255, 4.134024384163138, 4.205486153730672, 4.261447702435534, 4.295631217685955, 4.464787345457403, 4.610277944240929, 4.612706297407517, 4.670254267202856, 4.87761655385857, 4.565266039598711, 4.372277812674289, 3.731220435652675]
288  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 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4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 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289  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722, 4.502731432794388, 4.3356358096792516, 4.256294540451255, 4.134024384163138, 4.205486153730672, 4.261447702435534, 4.295631217685955, 4.464787345457403, 4.610277944240929, 4.612706297407517, 4.670254267202856, 4.87761655385857, 4.565266039598711, 4.372277812674289, 3.731220435652675, 3.614093659875064, 3.835096240721642]
290  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 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291  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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292  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722, 4.502731432794388, 4.3356358096792516, 4.256294540451255, 4.134024384163138, 4.205486153730672, 4.261447702435534, 4.295631217685955, 4.464787345457403, 4.610277944240929, 4.612706297407517, 4.670254267202856, 4.87761655385857, 4.565266039598711, 4.372277812674289, 3.731220435652675, 3.614093659875064, 3.835096240721642, 4.079816245559651, 3.8158331630933553, 3.5521335530091793]
293  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 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294  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 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295  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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296  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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297  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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298  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 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4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 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299  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 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300  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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301  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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302  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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303  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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304  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722, 4.502731432794388, 4.3356358096792516, 4.256294540451255, 4.134024384163138, 4.205486153730672, 4.261447702435534, 4.295631217685955, 4.464787345457403, 4.610277944240929, 4.612706297407517, 4.670254267202856, 4.87761655385857, 4.565266039598711, 4.372277812674289, 3.731220435652675, 3.614093659875064, 3.835096240721642, 4.079816245559651, 3.8158331630933553, 3.5521335530091793, 3.8154150792026935, 3.937507640612073, 4.248034401476928, 4.544613037869775, 4.584437313738287, 5.16440166172447, 5.189571831580401, 4.859870117845765, 4.4812663933342485, 3.885450440907074, 3.976315866822696, 3.8029711767753738]
305  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 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306  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 5.103211876573286, 5.130406957187808, 5.168502846007752, 5.189680423175155, 5.204530515273951, 5.225735210233595, 5.267303031740632, 5.275173673930985, 5.271905887647444, 5.293523181925494, 5.3107806366788886, 5.329931291673363, 5.361228354481359, 5.378654699515089, 5.395396457146444, 5.418013483264346, 5.39390526539929, 5.38020444837563, 5.417591628464484, 5.437454154158424, 5.434728712236142, 5.469651787788014, 5.515599238225378, 5.543177224449744, 5.575661987945332, 5.554105364516713, 5.573713826219736, 5.614412919868651, 5.6287193629508545, 5.659457314917479, 5.668785364004948, 5.677788003094335, 5.6560175776145485, 5.624445402717977, 5.611512853512923, 5.622596626641436, 5.5964828462342675, 5.5770064055096595, 5.549195366814659, 5.52155970643788, 5.463049673133006, 5.4232307421701575, 5.383493012816696, 5.334528012524775, 5.283147170629206, 5.22790775224586, 5.16117126730146, 5.100872313903407, 5.043510401512514, 4.98101412731679, 4.925298524757254, 4.858487133641405, 4.796563717513827, 4.75793495415991, 4.708145990471445, 4.689610873663658, 4.679766719473856, 4.653724814324283, 4.6633756411532925, 4.655012746710645, 4.62245549361952, 4.616674202017351, 4.620517954864414, 4.613763827734261, 4.612923732954312, 4.632154269037042, 4.625038173901851, 4.6385843001152365, 4.62817110223024, 4.615032456305006, 4.621700306645642, 4.628505720230125, 4.640931657952494, 4.644255444614575, 4.655225090475883, 4.667646903930657, 4.677344639747405, 4.661496523559438, 4.678865067818547, 4.674765954468017, 4.679785479180513, 4.6686852414741695, 4.666417826031676, 4.662796166265333, 4.662061113410822, 4.64466830538383, 4.634228713938534, 4.632390685996395, 4.621751854748103, 4.606069960628397, 4.573187064606579, 4.554847852714282, 4.548453405268582, 4.540274695664138, 4.531641834833001, 4.517353073214421, 4.51253687854429, 4.489106840302104, 4.480524721809998, 4.468189914750793, 4.449320359116282, 4.416579077078014, 4.394227387834651, 4.368821575963161, 4.348159121799412, 4.313883088299188, 4.283327772629287, 4.23504504206139, 4.187834734159908, 4.143444777137204, 4.083229737463436, 4.052156010847577, 3.9865454146242882, 3.93366256592966, 3.872704311957982, 3.823857917708101, 3.7553793633880628, 3.715659864424357, 3.6561432461773284, 3.650679460936263, 3.576866498475186, 3.5357944679883304, 3.4862822859202507, 3.4305220030436145, 3.3746052457111597, 3.324814701101731, 3.2833218598204725, 3.2363043936065075, 3.19599217367806, 3.1628434124513283, 3.1411301224926147, 3.1166982945464645, 3.1137960713538817, 3.1091746452761506, 3.1218159907233347, 3.128105935686136, 3.1539042816691145, 3.17307706788853, 3.21945218279327, 3.2464616041780854, 3.296371270224894, 2.642179330377833, 2.710571788252443, 2.658173802798528, 2.9010916732015457, 2.489044129397182, 2.455740019438881, 2.420105469191828, 2.5928242723511064, 3.142192830241509, 3.1678519205089444, 3.321768147897135, 3.3460051908691955, 3.441204230771124, 3.6940750014084784, 3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722, 4.502731432794388, 4.3356358096792516, 4.256294540451255, 4.134024384163138, 4.205486153730672, 4.261447702435534, 4.295631217685955, 4.464787345457403, 4.610277944240929, 4.612706297407517, 4.670254267202856, 4.87761655385857, 4.565266039598711, 4.372277812674289, 3.731220435652675, 3.614093659875064, 3.835096240721642, 4.079816245559651, 3.8158331630933553, 3.5521335530091793, 3.8154150792026935, 3.937507640612073, 4.248034401476928, 4.544613037869775, 4.584437313738287, 5.16440166172447, 5.189571831580401, 4.859870117845765, 4.4812663933342485, 3.885450440907074, 3.976315866822696, 3.8029711767753738, 3.9813296571877417, 4.194744774431075]
307  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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308  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 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309  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.216858285289657]
310  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.216858285289657, 5.570186721060407]
311  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.216858285289657, 5.570186721060407, 5.568975410122763]
312  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.216858285289657, 5.570186721060407, 5.568975410122763, 5.5141505096489]
313  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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314  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.216858285289657, 5.570186721060407, 5.568975410122763, 5.5141505096489, 5.552329191927325, 5.290783342809236]
315  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.216858285289657, 5.570186721060407, 5.568975410122763, 5.5141505096489, 5.552329191927325, 5.290783342809236, 5.3740923432112435]
316  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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317  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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318  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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319  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.216858285289657, 5.570186721060407, 5.568975410122763, 5.5141505096489, 5.552329191927325, 5.290783342809236, 5.3740923432112435, 5.3271296869401015, 4.928262800908981, 4.5868495346754665, 4.433135071937745]
320  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
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321  sample collected out of 22380
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.216858285289657, 5.570186721060407, 5.568975410122763, 5.5141505096489, 5.552329191927325, 5.290783342809236, 5.3740923432112435, 5.3271296869401015, 4.928262800908981, 4.5868495346754665, 4.433135071937745, 4.281831565094897, 4.245632911309247]
322  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 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323  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.216858285289657, 5.570186721060407, 5.568975410122763, 5.5141505096489, 5.552329191927325, 5.290783342809236, 5.3740923432112435, 5.3271296869401015, 4.928262800908981, 4.5868495346754665, 4.433135071937745, 4.281831565094897, 4.245632911309247, 4.475562087511337, 4.741970277111397]
324  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722, 4.502731432794388, 4.3356358096792516, 4.256294540451255, 4.134024384163138, 4.205486153730672, 4.261447702435534, 4.295631217685955, 4.464787345457403, 4.610277944240929, 4.612706297407517, 4.670254267202856, 4.87761655385857, 4.565266039598711, 4.372277812674289, 3.731220435652675, 3.614093659875064, 3.835096240721642, 4.079816245559651, 3.8158331630933553, 3.5521335530091793, 3.8154150792026935, 3.937507640612073, 4.248034401476928, 4.544613037869775, 4.584437313738287, 5.16440166172447, 5.189571831580401, 4.859870117845765, 4.4812663933342485, 3.885450440907074, 3.976315866822696, 3.8029711767753738, 3.9813296571877417, 4.194744774431075, 4.816977586559496, 5.009162041522564, 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325  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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326  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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327  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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328  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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329  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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330  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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331  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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332  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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333  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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334  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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335  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.216858285289657, 5.570186721060407, 5.568975410122763, 5.5141505096489, 5.552329191927325, 5.290783342809236, 5.3740923432112435, 5.3271296869401015, 4.928262800908981, 4.5868495346754665, 4.433135071937745, 4.281831565094897, 4.245632911309247, 4.475562087511337, 4.741970277111397, 4.87810941933577, 5.5311105680553405, 5.5368461761767716, 5.569958528229102, 5.356198359310512, 5.564390593294513, 5.625323194651053, 5.481185073858027, 4.874418584965391, 4.438983757383129, 4.394046967941231, 4.16266375812832]
336  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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337  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.216858285289657, 5.570186721060407, 5.568975410122763, 5.5141505096489, 5.552329191927325, 5.290783342809236, 5.3740923432112435, 5.3271296869401015, 4.928262800908981, 4.5868495346754665, 4.433135071937745, 4.281831565094897, 4.245632911309247, 4.475562087511337, 4.741970277111397, 4.87810941933577, 5.5311105680553405, 5.5368461761767716, 5.569958528229102, 5.356198359310512, 5.564390593294513, 5.625323194651053, 5.481185073858027, 4.874418584965391, 4.438983757383129, 4.394046967941231, 4.16266375812832, 4.26506335243925, 4.340150288056166]
338  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722, 4.502731432794388, 4.3356358096792516, 4.256294540451255, 4.134024384163138, 4.205486153730672, 4.261447702435534, 4.295631217685955, 4.464787345457403, 4.610277944240929, 4.612706297407517, 4.670254267202856, 4.87761655385857, 4.565266039598711, 4.372277812674289, 3.731220435652675, 3.614093659875064, 3.835096240721642, 4.079816245559651, 3.8158331630933553, 3.5521335530091793, 3.8154150792026935, 3.937507640612073, 4.248034401476928, 4.544613037869775, 4.584437313738287, 5.16440166172447, 5.189571831580401, 4.859870117845765, 4.4812663933342485, 3.885450440907074, 3.976315866822696, 3.8029711767753738, 3.9813296571877417, 4.194744774431075, 4.816977586559496, 5.009162041522564, 5.216858285289657, 5.570186721060407, 5.568975410122763, 5.5141505096489, 5.552329191927325, 5.290783342809236, 5.3740923432112435, 5.3271296869401015, 4.928262800908981, 4.5868495346754665, 4.433135071937745, 4.281831565094897, 4.245632911309247, 4.475562087511337, 4.741970277111397, 4.87810941933577, 5.5311105680553405, 5.5368461761767716, 5.569958528229102, 5.356198359310512, 5.564390593294513, 5.625323194651053, 5.481185073858027, 4.874418584965391, 4.438983757383129, 4.394046967941231, 4.16266375812832, 4.26506335243925, 4.340150288056166, 4.889904268416321]
339  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.216858285289657, 5.570186721060407, 5.568975410122763, 5.5141505096489, 5.552329191927325, 5.290783342809236, 5.3740923432112435, 5.3271296869401015, 4.928262800908981, 4.5868495346754665, 4.433135071937745, 4.281831565094897, 4.245632911309247, 4.475562087511337, 4.741970277111397, 4.87810941933577, 5.5311105680553405, 5.5368461761767716, 5.569958528229102, 5.356198359310512, 5.564390593294513, 5.625323194651053, 5.481185073858027, 4.874418584965391, 4.438983757383129, 4.394046967941231, 4.16266375812832, 4.26506335243925, 4.340150288056166, 4.889904268416321, 5.2134768337378175]
340  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722, 4.502731432794388, 4.3356358096792516, 4.256294540451255, 4.134024384163138, 4.205486153730672, 4.261447702435534, 4.295631217685955, 4.464787345457403, 4.610277944240929, 4.612706297407517, 4.670254267202856, 4.87761655385857, 4.565266039598711, 4.372277812674289, 3.731220435652675, 3.614093659875064, 3.835096240721642, 4.079816245559651, 3.8158331630933553, 3.5521335530091793, 3.8154150792026935, 3.937507640612073, 4.248034401476928, 4.544613037869775, 4.584437313738287, 5.16440166172447, 5.189571831580401, 4.859870117845765, 4.4812663933342485, 3.885450440907074, 3.976315866822696, 3.8029711767753738, 3.9813296571877417, 4.194744774431075, 4.816977586559496, 5.009162041522564, 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341  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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342  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722, 4.502731432794388, 4.3356358096792516, 4.256294540451255, 4.134024384163138, 4.205486153730672, 4.261447702435534, 4.295631217685955, 4.464787345457403, 4.610277944240929, 4.612706297407517, 4.670254267202856, 4.87761655385857, 4.565266039598711, 4.372277812674289, 3.731220435652675, 3.614093659875064, 3.835096240721642, 4.079816245559651, 3.8158331630933553, 3.5521335530091793, 3.8154150792026935, 3.937507640612073, 4.248034401476928, 4.544613037869775, 4.584437313738287, 5.16440166172447, 5.189571831580401, 4.859870117845765, 4.4812663933342485, 3.885450440907074, 3.976315866822696, 3.8029711767753738, 3.9813296571877417, 4.194744774431075, 4.816977586559496, 5.009162041522564, 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343  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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344  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722, 4.502731432794388, 4.3356358096792516, 4.256294540451255, 4.134024384163138, 4.205486153730672, 4.261447702435534, 4.295631217685955, 4.464787345457403, 4.610277944240929, 4.612706297407517, 4.670254267202856, 4.87761655385857, 4.565266039598711, 4.372277812674289, 3.731220435652675, 3.614093659875064, 3.835096240721642, 4.079816245559651, 3.8158331630933553, 3.5521335530091793, 3.8154150792026935, 3.937507640612073, 4.248034401476928, 4.544613037869775, 4.584437313738287, 5.16440166172447, 5.189571831580401, 4.859870117845765, 4.4812663933342485, 3.885450440907074, 3.976315866822696, 3.8029711767753738, 3.9813296571877417, 4.194744774431075, 4.816977586559496, 5.009162041522564, 5.216858285289657, 5.570186721060407, 5.568975410122763, 5.5141505096489, 5.552329191927325, 5.290783342809236, 5.3740923432112435, 5.3271296869401015, 4.928262800908981, 4.5868495346754665, 4.433135071937745, 4.281831565094897, 4.245632911309247, 4.475562087511337, 4.741970277111397, 4.87810941933577, 5.5311105680553405, 5.5368461761767716, 5.569958528229102, 5.356198359310512, 5.564390593294513, 5.625323194651053, 5.481185073858027, 4.874418584965391, 4.438983757383129, 4.394046967941231, 4.16266375812832, 4.26506335243925, 4.340150288056166, 4.889904268416321, 5.2134768337378175, 5.513198376408934, 5.821813178411552, 6.179094139967131, 6.3042921412040664, 6.17858257536832]
345  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.216858285289657, 5.570186721060407, 5.568975410122763, 5.5141505096489, 5.552329191927325, 5.290783342809236, 5.3740923432112435, 5.3271296869401015, 4.928262800908981, 4.5868495346754665, 4.433135071937745, 4.281831565094897, 4.245632911309247, 4.475562087511337, 4.741970277111397, 4.87810941933577, 5.5311105680553405, 5.5368461761767716, 5.569958528229102, 5.356198359310512, 5.564390593294513, 5.625323194651053, 5.481185073858027, 4.874418584965391, 4.438983757383129, 4.394046967941231, 4.16266375812832, 4.26506335243925, 4.340150288056166, 4.889904268416321, 5.2134768337378175, 5.513198376408934, 5.821813178411552, 6.179094139967131, 6.3042921412040664, 6.17858257536832, 6.056352366962904]
346  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.216858285289657, 5.570186721060407, 5.568975410122763, 5.5141505096489, 5.552329191927325, 5.290783342809236, 5.3740923432112435, 5.3271296869401015, 4.928262800908981, 4.5868495346754665, 4.433135071937745, 4.281831565094897, 4.245632911309247, 4.475562087511337, 4.741970277111397, 4.87810941933577, 5.5311105680553405, 5.5368461761767716, 5.569958528229102, 5.356198359310512, 5.564390593294513, 5.625323194651053, 5.481185073858027, 4.874418584965391, 4.438983757383129, 4.394046967941231, 4.16266375812832, 4.26506335243925, 4.340150288056166, 4.889904268416321, 5.2134768337378175, 5.513198376408934, 5.821813178411552, 6.179094139967131, 6.3042921412040664, 6.17858257536832, 6.056352366962904, 5.684768278106163]
347  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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348  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722, 4.502731432794388, 4.3356358096792516, 4.256294540451255, 4.134024384163138, 4.205486153730672, 4.261447702435534, 4.295631217685955, 4.464787345457403, 4.610277944240929, 4.612706297407517, 4.670254267202856, 4.87761655385857, 4.565266039598711, 4.372277812674289, 3.731220435652675, 3.614093659875064, 3.835096240721642, 4.079816245559651, 3.8158331630933553, 3.5521335530091793, 3.8154150792026935, 3.937507640612073, 4.248034401476928, 4.544613037869775, 4.584437313738287, 5.16440166172447, 5.189571831580401, 4.859870117845765, 4.4812663933342485, 3.885450440907074, 3.976315866822696, 3.8029711767753738, 3.9813296571877417, 4.194744774431075, 4.816977586559496, 5.009162041522564, 5.216858285289657, 5.570186721060407, 5.568975410122763, 5.5141505096489, 5.552329191927325, 5.290783342809236, 5.3740923432112435, 5.3271296869401015, 4.928262800908981, 4.5868495346754665, 4.433135071937745, 4.281831565094897, 4.245632911309247, 4.475562087511337, 4.741970277111397, 4.87810941933577, 5.5311105680553405, 5.5368461761767716, 5.569958528229102, 5.356198359310512, 5.564390593294513, 5.625323194651053, 5.481185073858027, 4.874418584965391, 4.438983757383129, 4.394046967941231, 4.16266375812832, 4.26506335243925, 4.340150288056166, 4.889904268416321, 5.2134768337378175, 5.513198376408934, 5.821813178411552, 6.179094139967131, 6.3042921412040664, 6.17858257536832, 6.056352366962904, 5.684768278106163, 5.551606936171006, 5.232397853801223]
349  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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350  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722, 4.502731432794388, 4.3356358096792516, 4.256294540451255, 4.134024384163138, 4.205486153730672, 4.261447702435534, 4.295631217685955, 4.464787345457403, 4.610277944240929, 4.612706297407517, 4.670254267202856, 4.87761655385857, 4.565266039598711, 4.372277812674289, 3.731220435652675, 3.614093659875064, 3.835096240721642, 4.079816245559651, 3.8158331630933553, 3.5521335530091793, 3.8154150792026935, 3.937507640612073, 4.248034401476928, 4.544613037869775, 4.584437313738287, 5.16440166172447, 5.189571831580401, 4.859870117845765, 4.4812663933342485, 3.885450440907074, 3.976315866822696, 3.8029711767753738, 3.9813296571877417, 4.194744774431075, 4.816977586559496, 5.009162041522564, 5.216858285289657, 5.570186721060407, 5.568975410122763, 5.5141505096489, 5.552329191927325, 5.290783342809236, 5.3740923432112435, 5.3271296869401015, 4.928262800908981, 4.5868495346754665, 4.433135071937745, 4.281831565094897, 4.245632911309247, 4.475562087511337, 4.741970277111397, 4.87810941933577, 5.5311105680553405, 5.5368461761767716, 5.569958528229102, 5.356198359310512, 5.564390593294513, 5.625323194651053, 5.481185073858027, 4.874418584965391, 4.438983757383129, 4.394046967941231, 4.16266375812832, 4.26506335243925, 4.340150288056166, 4.889904268416321, 5.2134768337378175, 5.513198376408934, 5.821813178411552, 6.179094139967131, 6.3042921412040664, 6.17858257536832, 6.056352366962904, 5.684768278106163, 5.551606936171006, 5.232397853801223, 5.322127267359396, 5.242537783700979]
351  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 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352  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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353  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 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354  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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355  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 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356  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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357  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 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3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722, 4.502731432794388, 4.3356358096792516, 4.256294540451255, 4.134024384163138, 4.205486153730672, 4.261447702435534, 4.295631217685955, 4.464787345457403, 4.610277944240929, 4.612706297407517, 4.670254267202856, 4.87761655385857, 4.565266039598711, 4.372277812674289, 3.731220435652675, 3.614093659875064, 3.835096240721642, 4.079816245559651, 3.8158331630933553, 3.5521335530091793, 3.8154150792026935, 3.937507640612073, 4.248034401476928, 4.544613037869775, 4.584437313738287, 5.16440166172447, 5.189571831580401, 4.859870117845765, 4.4812663933342485, 3.885450440907074, 3.976315866822696, 3.8029711767753738, 3.9813296571877417, 4.194744774431075, 4.816977586559496, 5.009162041522564, 5.216858285289657, 5.570186721060407, 5.568975410122763, 5.5141505096489, 5.552329191927325, 5.290783342809236, 5.3740923432112435, 5.3271296869401015, 4.928262800908981, 4.5868495346754665, 4.433135071937745, 4.281831565094897, 4.245632911309247, 4.475562087511337, 4.741970277111397, 4.87810941933577, 5.5311105680553405, 5.5368461761767716, 5.569958528229102, 5.356198359310512, 5.564390593294513, 5.625323194651053, 5.481185073858027, 4.874418584965391, 4.438983757383129, 4.394046967941231, 4.16266375812832, 4.26506335243925, 4.340150288056166, 4.889904268416321, 5.2134768337378175, 5.513198376408934, 5.821813178411552, 6.179094139967131, 6.3042921412040664, 6.17858257536832, 6.056352366962904, 5.684768278106163, 5.551606936171006, 5.232397853801223, 5.322127267359396, 5.242537783700979, 5.387293973024448, 5.456047143155955, 5.483296287109361, 5.724412225586049, 5.960428954713015, 5.898665951611584, 5.882079935372598]
358  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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359  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 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5.216858285289657, 5.570186721060407, 5.568975410122763, 5.5141505096489, 5.552329191927325, 5.290783342809236, 5.3740923432112435, 5.3271296869401015, 4.928262800908981, 4.5868495346754665, 4.433135071937745, 4.281831565094897, 4.245632911309247, 4.475562087511337, 4.741970277111397, 4.87810941933577, 5.5311105680553405, 5.5368461761767716, 5.569958528229102, 5.356198359310512, 5.564390593294513, 5.625323194651053, 5.481185073858027, 4.874418584965391, 4.438983757383129, 4.394046967941231, 4.16266375812832, 4.26506335243925, 4.340150288056166, 4.889904268416321, 5.2134768337378175, 5.513198376408934, 5.821813178411552, 6.179094139967131, 6.3042921412040664, 6.17858257536832, 6.056352366962904, 5.684768278106163, 5.551606936171006, 5.232397853801223, 5.322127267359396, 5.242537783700979, 5.387293973024448, 5.456047143155955, 5.483296287109361, 5.724412225586049, 5.960428954713015, 5.898665951611584, 5.882079935372598, 5.455102853707448, 4.960349152309766]
360  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 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361  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 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3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722, 4.502731432794388, 4.3356358096792516, 4.256294540451255, 4.134024384163138, 4.205486153730672, 4.261447702435534, 4.295631217685955, 4.464787345457403, 4.610277944240929, 4.612706297407517, 4.670254267202856, 4.87761655385857, 4.565266039598711, 4.372277812674289, 3.731220435652675, 3.614093659875064, 3.835096240721642, 4.079816245559651, 3.8158331630933553, 3.5521335530091793, 3.8154150792026935, 3.937507640612073, 4.248034401476928, 4.544613037869775, 4.584437313738287, 5.16440166172447, 5.189571831580401, 4.859870117845765, 4.4812663933342485, 3.885450440907074, 3.976315866822696, 3.8029711767753738, 3.9813296571877417, 4.194744774431075, 4.816977586559496, 5.009162041522564, 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4.77671754957607]
362  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 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4.77671754957607, 4.9573882220296435]
363  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 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5.216858285289657, 5.570186721060407, 5.568975410122763, 5.5141505096489, 5.552329191927325, 5.290783342809236, 5.3740923432112435, 5.3271296869401015, 4.928262800908981, 4.5868495346754665, 4.433135071937745, 4.281831565094897, 4.245632911309247, 4.475562087511337, 4.741970277111397, 4.87810941933577, 5.5311105680553405, 5.5368461761767716, 5.569958528229102, 5.356198359310512, 5.564390593294513, 5.625323194651053, 5.481185073858027, 4.874418584965391, 4.438983757383129, 4.394046967941231, 4.16266375812832, 4.26506335243925, 4.340150288056166, 4.889904268416321, 5.2134768337378175, 5.513198376408934, 5.821813178411552, 6.179094139967131, 6.3042921412040664, 6.17858257536832, 6.056352366962904, 5.684768278106163, 5.551606936171006, 5.232397853801223, 5.322127267359396, 5.242537783700979, 5.387293973024448, 5.456047143155955, 5.483296287109361, 5.724412225586049, 5.960428954713015, 5.898665951611584, 5.882079935372598, 5.455102853707448, 4.960349152309766, 5.066028209930164, 4.77671754957607, 4.9573882220296435, 4.9103531916164425]
364  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.77671754957607, 4.9573882220296435, 4.9103531916164425, 4.73159713801161]
365  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.77671754957607, 4.9573882220296435, 4.9103531916164425, 4.73159713801161, 4.870639220675468]
366  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.77671754957607, 4.9573882220296435, 4.9103531916164425, 4.73159713801161, 4.870639220675468, 5.153992476708987]
367  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.77671754957607, 4.9573882220296435, 4.9103531916164425, 4.73159713801161, 4.870639220675468, 5.153992476708987, 5.202454169989944]
368  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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369  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.77671754957607, 4.9573882220296435, 4.9103531916164425, 4.73159713801161, 4.870639220675468, 5.153992476708987, 5.202454169989944, 5.562361647420791, 5.408821242664143]
370  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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371  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 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4.77671754957607, 4.9573882220296435, 4.9103531916164425, 4.73159713801161, 4.870639220675468, 5.153992476708987, 5.202454169989944, 5.562361647420791, 5.408821242664143, 5.373911906460937, 4.844534854355923]
372  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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373  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.77671754957607, 4.9573882220296435, 4.9103531916164425, 4.73159713801161, 4.870639220675468, 5.153992476708987, 5.202454169989944, 5.562361647420791, 5.408821242664143, 5.373911906460937, 4.844534854355923, 4.657665834595911, 4.766858016695413]
374  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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375  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.77671754957607, 4.9573882220296435, 4.9103531916164425, 4.73159713801161, 4.870639220675468, 5.153992476708987, 5.202454169989944, 5.562361647420791, 5.408821242664143, 5.373911906460937, 4.844534854355923, 4.657665834595911, 4.766858016695413, 4.9185367416329235, 5.214086104915361]
376  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 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377  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722, 4.502731432794388, 4.3356358096792516, 4.256294540451255, 4.134024384163138, 4.205486153730672, 4.261447702435534, 4.295631217685955, 4.464787345457403, 4.610277944240929, 4.612706297407517, 4.670254267202856, 4.87761655385857, 4.565266039598711, 4.372277812674289, 3.731220435652675, 3.614093659875064, 3.835096240721642, 4.079816245559651, 3.8158331630933553, 3.5521335530091793, 3.8154150792026935, 3.937507640612073, 4.248034401476928, 4.544613037869775, 4.584437313738287, 5.16440166172447, 5.189571831580401, 4.859870117845765, 4.4812663933342485, 3.885450440907074, 3.976315866822696, 3.8029711767753738, 3.9813296571877417, 4.194744774431075, 4.816977586559496, 5.009162041522564, 5.216858285289657, 5.570186721060407, 5.568975410122763, 5.5141505096489, 5.552329191927325, 5.290783342809236, 5.3740923432112435, 5.3271296869401015, 4.928262800908981, 4.5868495346754665, 4.433135071937745, 4.281831565094897, 4.245632911309247, 4.475562087511337, 4.741970277111397, 4.87810941933577, 5.5311105680553405, 5.5368461761767716, 5.569958528229102, 5.356198359310512, 5.564390593294513, 5.625323194651053, 5.481185073858027, 4.874418584965391, 4.438983757383129, 4.394046967941231, 4.16266375812832, 4.26506335243925, 4.340150288056166, 4.889904268416321, 5.2134768337378175, 5.513198376408934, 5.821813178411552, 6.179094139967131, 6.3042921412040664, 6.17858257536832, 6.056352366962904, 5.684768278106163, 5.551606936171006, 5.232397853801223, 5.322127267359396, 5.242537783700979, 5.387293973024448, 5.456047143155955, 5.483296287109361, 5.724412225586049, 5.960428954713015, 5.898665951611584, 5.882079935372598, 5.455102853707448, 4.960349152309766, 5.066028209930164, 4.77671754957607, 4.9573882220296435, 4.9103531916164425, 4.73159713801161, 4.870639220675468, 5.153992476708987, 5.202454169989944, 5.562361647420791, 5.408821242664143, 5.373911906460937, 4.844534854355923, 4.657665834595911, 4.766858016695413, 4.9185367416329235, 5.214086104915361, 5.393946373319443, 5.489797333368082]
378  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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379  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 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4.77671754957607, 4.9573882220296435, 4.9103531916164425, 4.73159713801161, 4.870639220675468, 5.153992476708987, 5.202454169989944, 5.562361647420791, 5.408821242664143, 5.373911906460937, 4.844534854355923, 4.657665834595911, 4.766858016695413, 4.9185367416329235, 5.214086104915361, 5.393946373319443, 5.489797333368082, 5.541969355560607, 5.487135719706891]
380  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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381  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 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4.77671754957607, 4.9573882220296435, 4.9103531916164425, 4.73159713801161, 4.870639220675468, 5.153992476708987, 5.202454169989944, 5.562361647420791, 5.408821242664143, 5.373911906460937, 4.844534854355923, 4.657665834595911, 4.766858016695413, 4.9185367416329235, 5.214086104915361, 5.393946373319443, 5.489797333368082, 5.541969355560607, 5.487135719706891, 5.5791348848130875, 5.384242469027909]
382  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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383  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.77671754957607, 4.9573882220296435, 4.9103531916164425, 4.73159713801161, 4.870639220675468, 5.153992476708987, 5.202454169989944, 5.562361647420791, 5.408821242664143, 5.373911906460937, 4.844534854355923, 4.657665834595911, 4.766858016695413, 4.9185367416329235, 5.214086104915361, 5.393946373319443, 5.489797333368082, 5.541969355560607, 5.487135719706891, 5.5791348848130875, 5.384242469027909, 5.447271845422899, 5.474581340555288]
384  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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385  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.77671754957607, 4.9573882220296435, 4.9103531916164425, 4.73159713801161, 4.870639220675468, 5.153992476708987, 5.202454169989944, 5.562361647420791, 5.408821242664143, 5.373911906460937, 4.844534854355923, 4.657665834595911, 4.766858016695413, 4.9185367416329235, 5.214086104915361, 5.393946373319443, 5.489797333368082, 5.541969355560607, 5.487135719706891, 5.5791348848130875, 5.384242469027909, 5.447271845422899, 5.474581340555288, 5.376115266556825, 5.237212921467751]
386  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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387  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 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4.77671754957607, 4.9573882220296435, 4.9103531916164425, 4.73159713801161, 4.870639220675468, 5.153992476708987, 5.202454169989944, 5.562361647420791, 5.408821242664143, 5.373911906460937, 4.844534854355923, 4.657665834595911, 4.766858016695413, 4.9185367416329235, 5.214086104915361, 5.393946373319443, 5.489797333368082, 5.541969355560607, 5.487135719706891, 5.5791348848130875, 5.384242469027909, 5.447271845422899, 5.474581340555288, 5.376115266556825, 5.237212921467751, 5.152466132545117, 5.167672528090169]
388  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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389  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722, 4.502731432794388, 4.3356358096792516, 4.256294540451255, 4.134024384163138, 4.205486153730672, 4.261447702435534, 4.295631217685955, 4.464787345457403, 4.610277944240929, 4.612706297407517, 4.670254267202856, 4.87761655385857, 4.565266039598711, 4.372277812674289, 3.731220435652675, 3.614093659875064, 3.835096240721642, 4.079816245559651, 3.8158331630933553, 3.5521335530091793, 3.8154150792026935, 3.937507640612073, 4.248034401476928, 4.544613037869775, 4.584437313738287, 5.16440166172447, 5.189571831580401, 4.859870117845765, 4.4812663933342485, 3.885450440907074, 3.976315866822696, 3.8029711767753738, 3.9813296571877417, 4.194744774431075, 4.816977586559496, 5.009162041522564, 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4.77671754957607, 4.9573882220296435, 4.9103531916164425, 4.73159713801161, 4.870639220675468, 5.153992476708987, 5.202454169989944, 5.562361647420791, 5.408821242664143, 5.373911906460937, 4.844534854355923, 4.657665834595911, 4.766858016695413, 4.9185367416329235, 5.214086104915361, 5.393946373319443, 5.489797333368082, 5.541969355560607, 5.487135719706891, 5.5791348848130875, 5.384242469027909, 5.447271845422899, 5.474581340555288, 5.376115266556825, 5.237212921467751, 5.152466132545117, 5.167672528090169, 5.117936493030869, 5.118349581883912]
390  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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391  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722, 4.502731432794388, 4.3356358096792516, 4.256294540451255, 4.134024384163138, 4.205486153730672, 4.261447702435534, 4.295631217685955, 4.464787345457403, 4.610277944240929, 4.612706297407517, 4.670254267202856, 4.87761655385857, 4.565266039598711, 4.372277812674289, 3.731220435652675, 3.614093659875064, 3.835096240721642, 4.079816245559651, 3.8158331630933553, 3.5521335530091793, 3.8154150792026935, 3.937507640612073, 4.248034401476928, 4.544613037869775, 4.584437313738287, 5.16440166172447, 5.189571831580401, 4.859870117845765, 4.4812663933342485, 3.885450440907074, 3.976315866822696, 3.8029711767753738, 3.9813296571877417, 4.194744774431075, 4.816977586559496, 5.009162041522564, 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4.77671754957607, 4.9573882220296435, 4.9103531916164425, 4.73159713801161, 4.870639220675468, 5.153992476708987, 5.202454169989944, 5.562361647420791, 5.408821242664143, 5.373911906460937, 4.844534854355923, 4.657665834595911, 4.766858016695413, 4.9185367416329235, 5.214086104915361, 5.393946373319443, 5.489797333368082, 5.541969355560607, 5.487135719706891, 5.5791348848130875, 5.384242469027909, 5.447271845422899, 5.474581340555288, 5.376115266556825, 5.237212921467751, 5.152466132545117, 5.167672528090169, 5.117936493030869, 5.118349581883912, 4.878879099438811, 4.791732626811052]
392  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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393  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 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4.77671754957607, 4.9573882220296435, 4.9103531916164425, 4.73159713801161, 4.870639220675468, 5.153992476708987, 5.202454169989944, 5.562361647420791, 5.408821242664143, 5.373911906460937, 4.844534854355923, 4.657665834595911, 4.766858016695413, 4.9185367416329235, 5.214086104915361, 5.393946373319443, 5.489797333368082, 5.541969355560607, 5.487135719706891, 5.5791348848130875, 5.384242469027909, 5.447271845422899, 5.474581340555288, 5.376115266556825, 5.237212921467751, 5.152466132545117, 5.167672528090169, 5.117936493030869, 5.118349581883912, 4.878879099438811, 4.791732626811052, 4.670215758830434, 4.7300583120605735]
394  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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395  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 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396  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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397  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 4.549014690248836, 4.307845928854158, 4.573880010940924, 5.0194719046860286, 4.381929095984625, 3.7637437140676493, 3.385925743116734, 3.324855873407429, 3.3761124272076657, 3.4334026671955282, 3.5525659547405946, 4.0536636087275575, 4.096920698598876, 4.2870917985837735, 4.365335294529863, 4.453567319544722, 4.502731432794388, 4.3356358096792516, 4.256294540451255, 4.134024384163138, 4.205486153730672, 4.261447702435534, 4.295631217685955, 4.464787345457403, 4.610277944240929, 4.612706297407517, 4.670254267202856, 4.87761655385857, 4.565266039598711, 4.372277812674289, 3.731220435652675, 3.614093659875064, 3.835096240721642, 4.079816245559651, 3.8158331630933553, 3.5521335530091793, 3.8154150792026935, 3.937507640612073, 4.248034401476928, 4.544613037869775, 4.584437313738287, 5.16440166172447, 5.189571831580401, 4.859870117845765, 4.4812663933342485, 3.885450440907074, 3.976315866822696, 3.8029711767753738, 3.9813296571877417, 4.194744774431075, 4.816977586559496, 5.009162041522564, 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4.77671754957607, 4.9573882220296435, 4.9103531916164425, 4.73159713801161, 4.870639220675468, 5.153992476708987, 5.202454169989944, 5.562361647420791, 5.408821242664143, 5.373911906460937, 4.844534854355923, 4.657665834595911, 4.766858016695413, 4.9185367416329235, 5.214086104915361, 5.393946373319443, 5.489797333368082, 5.541969355560607, 5.487135719706891, 5.5791348848130875, 5.384242469027909, 5.447271845422899, 5.474581340555288, 5.376115266556825, 5.237212921467751, 5.152466132545117, 5.167672528090169, 5.117936493030869, 5.118349581883912, 4.878879099438811, 4.791732626811052, 4.670215758830434, 4.7300583120605735, 4.6123320968623815, 4.879097560708519, 4.841048771660282, 4.808384555909401]
398  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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399  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.733272377501993, 4.002629957699943, 4.418804661934935, 4.479593419471677, 4.502914898765576, 4.556420428577187, 4.626581646103003, 4.467177082453067, 4.643223628222048, 5.040036549916946, 5.0139774628519325, 4.644511827331301, 4.55483597293769, 4.633281250986821, 4.646298296461755, 4.674757211901849, 4.548700608266203, 4.998960387709407, 5.290873216879321, 5.332136609318222, 5.379616893197036, 5.264259360520935, 5.181520166908033, 4.974459205305241, 4.506446905540451, 4.7707506389064855, 5.040527522863509, 4.87946106607097, 4.825979644854999, 4.791493291124023, 4.815300600395155, 4.86516278768059, 4.883840603780902, 4.444823866910008, 4.685250572791403, 4.895104638169793, 4.390280121127608, 4.77922759418317, 4.9147274625104735, 4.806662787703355, 4.817874389309075, 5.0749185091514, 5.1544174192008345, 5.325934208670289, 5.442305667115842, 5.2859282725578725, 5.473286891138509, 4.9482431758830145, 4.657343530440367, 4.457746240569367, 4.55836102859938, 4.39040992350349, 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4.77671754957607, 4.9573882220296435, 4.9103531916164425, 4.73159713801161, 4.870639220675468, 5.153992476708987, 5.202454169989944, 5.562361647420791, 5.408821242664143, 5.373911906460937, 4.844534854355923, 4.657665834595911, 4.766858016695413, 4.9185367416329235, 5.214086104915361, 5.393946373319443, 5.489797333368082, 5.541969355560607, 5.487135719706891, 5.5791348848130875, 5.384242469027909, 5.447271845422899, 5.474581340555288, 5.376115266556825, 5.237212921467751, 5.152466132545117, 5.167672528090169, 5.117936493030869, 5.118349581883912, 4.878879099438811, 4.791732626811052, 4.670215758830434, 4.7300583120605735, 4.6123320968623815, 4.879097560708519, 4.841048771660282, 4.808384555909401, 4.64090914295786, 4.640460161021848]
400  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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401  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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402  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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403  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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404  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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405  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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406  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
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407  sample collected out of 22380
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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408  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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409  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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410  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.77671754957607, 4.9573882220296435, 4.9103531916164425, 4.73159713801161, 4.870639220675468, 5.153992476708987, 5.202454169989944, 5.562361647420791, 5.408821242664143, 5.373911906460937, 4.844534854355923, 4.657665834595911, 4.766858016695413, 4.9185367416329235, 5.214086104915361, 5.393946373319443, 5.489797333368082, 5.541969355560607, 5.487135719706891, 5.5791348848130875, 5.384242469027909, 5.447271845422899, 5.474581340555288, 5.376115266556825, 5.237212921467751, 5.152466132545117, 5.167672528090169, 5.117936493030869, 5.118349581883912, 4.878879099438811, 4.791732626811052, 4.670215758830434, 4.7300583120605735, 4.6123320968623815, 4.879097560708519, 4.841048771660282, 4.808384555909401, 4.64090914295786, 4.640460161021848, 4.761778022100958, 4.685147222566119, 4.73675119781605, 4.73291508110879, 4.704439847641979, 4.898828722070861, 3.897564762475199, 4.119664057649674, 4.576579388485877, 4.91963140883117, 4.887240860278196]
411  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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412  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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413  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.591555425673215]
414  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.591555425673215, 4.4490193092158865]
415  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.591555425673215, 4.4490193092158865, 4.387656331669419]
416  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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417  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.591555425673215, 4.4490193092158865, 4.387656331669419, 4.641862838125448, 4.7909903704552095]
418  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.591555425673215, 4.4490193092158865, 4.387656331669419, 4.641862838125448, 4.7909903704552095, 4.929511297171103]
419  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.591555425673215, 4.4490193092158865, 4.387656331669419, 4.641862838125448, 4.7909903704552095, 4.929511297171103, 4.585706077383702]
420  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
[1.9748417658132085, 1.974841765813087, 2.0713912693472776, 1.9476422319501958, 2.0103923132841874, 2.618238638296094, 1.5648682306493185, 0.6028529955349244, 0.6211007861025002, 0.7455833348724407, 0.8769690118270645, 1.212958948513896, 1.4537486103083033, 1.5994780289835386, 1.6736790563751591, 1.8284054759553732, 1.9835807745072764, 2.1170844399273157, 2.252071245048568, 2.3333709355754038, 2.406685966997744, 2.48192846535889, 2.5024237713750943, 2.526053422405079, 2.5264019952852474, 2.514293940547925, 2.4712746959805796, 2.343493139819586, 2.208171627467599, 2.1332196995318817, 2.128472300391991, 2.2365078906375033, 2.4698646512824243, 2.7755860678181854, 3.0940579104957218, 3.372340138683315, 3.6189770576559206, 3.828953549062421, 4.014118942430806, 4.2077284478515935, 4.330505641067882, 4.456881086724231, 4.573273561044784, 4.687754339803361, 4.774011128332049, 4.849766832587452, 4.945876629612493, 4.9842107072739505, 5.006785859404814, 5.0599453793082585, 5.080667466714166, 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421  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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422  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.591555425673215, 4.4490193092158865, 4.387656331669419, 4.641862838125448, 4.7909903704552095, 4.929511297171103, 4.585706077383702, 4.616824672714537, 4.8066674583357, 5.1145714020094]
423  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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424  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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425  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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426  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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427  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.591555425673215, 4.4490193092158865, 4.387656331669419, 4.641862838125448, 4.7909903704552095, 4.929511297171103, 4.585706077383702, 4.616824672714537, 4.8066674583357, 5.1145714020094, 5.38912982772913, 5.5405133569904885, 5.6251137706571015, 5.832878672314278, 5.448371572730476]
428  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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429  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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430  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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431  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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432  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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433  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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434  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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435  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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436  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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437  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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438  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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439  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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440  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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441  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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442  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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443  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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444  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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445  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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446  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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447  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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448  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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449  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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450  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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451  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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452  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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453  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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454  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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455  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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456  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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457  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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458  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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459  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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460  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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461  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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462  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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463  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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464  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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465  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.162338221159046]
466  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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467  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.162338221159046, 5.100606060171817, 5.551525959366314]
468  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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469  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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470  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.162338221159046, 5.100606060171817, 5.551525959366314, 5.448340205574322, 5.8125247945050535, 5.550473310980334]
471  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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472  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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473  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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474  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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475  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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476  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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477  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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478  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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479  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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480  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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481  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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482  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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483  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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484  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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485  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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486  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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487  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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488  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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489  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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490  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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491  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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492  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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493  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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494  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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495  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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496  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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497  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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498  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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499  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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500  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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501  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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502  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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503  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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504  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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505  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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506  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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507  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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508  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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509  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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510  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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4.77671754957607, 4.9573882220296435, 4.9103531916164425, 4.73159713801161, 4.870639220675468, 5.153992476708987, 5.202454169989944, 5.562361647420791, 5.408821242664143, 5.373911906460937, 4.844534854355923, 4.657665834595911, 4.766858016695413, 4.9185367416329235, 5.214086104915361, 5.393946373319443, 5.489797333368082, 5.541969355560607, 5.487135719706891, 5.5791348848130875, 5.384242469027909, 5.447271845422899, 5.474581340555288, 5.376115266556825, 5.237212921467751, 5.152466132545117, 5.167672528090169, 5.117936493030869, 5.118349581883912, 4.878879099438811, 4.791732626811052, 4.670215758830434, 4.7300583120605735, 4.6123320968623815, 4.879097560708519, 4.841048771660282, 4.808384555909401, 4.64090914295786, 4.640460161021848, 4.761778022100958, 4.685147222566119, 4.73675119781605, 4.73291508110879, 4.704439847641979, 4.898828722070861, 3.897564762475199, 4.119664057649674, 4.576579388485877, 4.91963140883117, 4.887240860278196, 4.891863182931034, 4.650348894872595, 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511  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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512  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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513  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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514  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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515  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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516  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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517  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.619742969866503]
518  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.619742969866503, 5.904161754678455]
519  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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520  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.619742969866503, 5.904161754678455, 5.825806210419243, 5.9306499171437705]
521  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.619742969866503, 5.904161754678455, 5.825806210419243, 5.9306499171437705, 5.9153202718011215]
522  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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523  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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524  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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525  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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526  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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527  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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528  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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529  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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530  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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531  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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532  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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533  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.619742969866503, 5.904161754678455, 5.825806210419243, 5.9306499171437705, 5.9153202718011215, 5.521863210980301, 5.313604891309697, 4.821580873655647, 4.9579697240745135, 4.756641778814423, 4.390339666364832, 4.312461946676438, 4.0397657328087915, 4.01469254606572, 4.0429419345634745, 3.9151911304340765, 4.113254403379092]
534  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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535  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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536  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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537  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.619742969866503, 5.904161754678455, 5.825806210419243, 5.9306499171437705, 5.9153202718011215, 5.521863210980301, 5.313604891309697, 4.821580873655647, 4.9579697240745135, 4.756641778814423, 4.390339666364832, 4.312461946676438, 4.0397657328087915, 4.01469254606572, 4.0429419345634745, 3.9151911304340765, 4.113254403379092, 4.37478478251426, 4.4961379737829885, 4.808458116161666, 5.188100171764382]
538  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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539  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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540  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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541  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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542  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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543  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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544  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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545  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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546  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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547  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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548  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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549  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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550  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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551  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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552  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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553  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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554  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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555  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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556  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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557  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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558  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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559  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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560  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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561  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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562  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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563  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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564  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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565  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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566  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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567  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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568  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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569  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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570  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.6252755553116085, 5.532866801109076]
571  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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572  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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573  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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574  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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575  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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576  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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577  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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578  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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579  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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580  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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581  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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582  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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583  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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584  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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585  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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586  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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587  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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588  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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589  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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590  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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591  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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592  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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593  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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594  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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595  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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596  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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597  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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598  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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599  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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600  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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601  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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602  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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603  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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604  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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605  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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606  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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607  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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608  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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609  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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610  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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611  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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612  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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613  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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614  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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615  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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616  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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617  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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618  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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619  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
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620  sample collected out of 22380
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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621  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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622  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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623  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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7.9415671278207975, 7.905186812214511, 7.938630954265908]
624  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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7.9415671278207975, 7.905186812214511, 7.938630954265908, 7.939059693056408]
625  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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626  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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627  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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628  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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629  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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630  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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631  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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632  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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633  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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634  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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635  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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636  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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637  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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638  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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639  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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640  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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641  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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642  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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643  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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644  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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645  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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646  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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647  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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648  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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649  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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650  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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651  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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652  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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653  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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654  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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655  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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656  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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657  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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658  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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659  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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660  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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661  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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662  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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663  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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664  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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665  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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666  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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667  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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668  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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669  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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670  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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671  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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672  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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673  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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674  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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675  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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676  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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677  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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678  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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679  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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680  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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681  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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682  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
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683  sample collected out of 22380
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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684  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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685  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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686  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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687  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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688  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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689  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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690  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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691  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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692  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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693  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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694  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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695  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
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696  sample collected out of 22380
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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697  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
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698  sample collected out of 22380
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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699  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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700  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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701  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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702  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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703  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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704  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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705  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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706  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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707  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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708  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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709  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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710  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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711  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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712  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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713  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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714  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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715  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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716  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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717  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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718  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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719  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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720  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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721  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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722  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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723  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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724  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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725  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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726  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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727  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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728  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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729  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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730  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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731  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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732  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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733  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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734  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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735  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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736  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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737  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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738  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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739  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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740  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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741  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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742  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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743  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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744  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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745  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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746  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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747  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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748  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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749  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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750  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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751  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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752  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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753  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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754  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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755  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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756  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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757  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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758  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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759  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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760  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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761  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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762  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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763  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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764  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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765  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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766  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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767  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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768  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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769  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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770  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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771  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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772  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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773  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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774  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.3115406220888817]
775  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.3115406220888817, 3.422346781876042]
776  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.3115406220888817, 3.422346781876042, 3.7152598178702125]
777  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.3115406220888817, 3.422346781876042, 3.7152598178702125, 4.114491978849693]
778  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.3115406220888817, 3.422346781876042, 3.7152598178702125, 4.114491978849693, 3.8665831671772577]
779  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.3115406220888817, 3.422346781876042, 3.7152598178702125, 4.114491978849693, 3.8665831671772577, 3.79384775522851]
780  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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781  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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782  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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783  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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784  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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785  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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786  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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787  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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788  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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789  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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790  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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791  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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792  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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793  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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794  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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795  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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796  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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797  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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798  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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799  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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800  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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801  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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802  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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803  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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804  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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805  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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806  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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807  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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808  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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809  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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810  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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811  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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812  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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813  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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814  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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815  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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816  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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817  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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818  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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819  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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820  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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821  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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822  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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823  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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824  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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825  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.1010834141489747]
826  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.1010834141489747, 3.0528376003557476]
827  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.1010834141489747, 3.0528376003557476, 3.45260252705088]
828  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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829  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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830  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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831  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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832  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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833  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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834  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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835  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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836  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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837  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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838  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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839  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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840  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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841  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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842  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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843  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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844  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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845  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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846  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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847  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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848  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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849  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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850  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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851  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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852  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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853  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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854  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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855  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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856  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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857  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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858  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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859  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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860  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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861  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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862  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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863  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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864  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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865  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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866  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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867  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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868  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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869  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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870  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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871  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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872  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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873  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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874  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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875  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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876  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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877  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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878  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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879  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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880  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
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3.5711997725763713, 3.790410606147712, 3.9955744367754584, 3.820448721666762, 3.9849691788861703]
881  sample collected out of 22380
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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882  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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883  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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884  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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885  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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886  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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887  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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888  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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889  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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890  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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891  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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892  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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893  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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894  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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895  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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896  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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897  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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898  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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899  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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900  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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901  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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902  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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903  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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904  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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905  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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906  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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907  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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908  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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909  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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910  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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911  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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912  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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913  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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914  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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915  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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916  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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917  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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918  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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919  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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920  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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921  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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922  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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923  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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924  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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925  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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926  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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927  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
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928  sample collected out of 22380
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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3.091841259545588, 3.2156656911419588]
929  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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930  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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931  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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932  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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933  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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934  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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935  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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936  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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937  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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938  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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939  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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940  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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941  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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942  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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943  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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944  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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945  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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946  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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947  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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948  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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949  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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950  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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951  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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952  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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953  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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954  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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955  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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956  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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957  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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958  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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959  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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960  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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961  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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962  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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963  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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964  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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965  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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966  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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967  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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968  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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969  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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970  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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971  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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972  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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973  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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974  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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975  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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976  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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977  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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978  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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979  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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980  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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5.082689471209902, 5.163057356691378]
981  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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982  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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983  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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984  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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985  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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986  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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987  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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988  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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989  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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990  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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991  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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992  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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993  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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994  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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995  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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996  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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997  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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998  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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999  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1000  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1001  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1002  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1003  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1004  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1005  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1006  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
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1007  sample collected out of 22380
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1008  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1009  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1010  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1011  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1012  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1013  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1014  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1015  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1016  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1017  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1018  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1019  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1020  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1021  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1022  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1023  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1024  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1025  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1026  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1027  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1028  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1029  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1030  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1031  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1032  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1033  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1034  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1035  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1036  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1037  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1038  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
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1039  sample collected out of 22380
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1040  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1041  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1042  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1043  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1044  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1045  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1046  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1047  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1048  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1049  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1050  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1051  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1052  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1053  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1054  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1055  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1056  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1057  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1058  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1059  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1060  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1061  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1062  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1063  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1064  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1065  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1066  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1067  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1068  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1069  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1070  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1071  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1072  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1073  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1074  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1075  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1076  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1077  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1078  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1079  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1080  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1081  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1082  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1083  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1084  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1085  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1086  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1087  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1088  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1089  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1090  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1091  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1092  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1093  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1094  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1095  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1096  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1097  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1098  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1099  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1100  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1101  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1102  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1103  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1104  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1105  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1106  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1107  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1108  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1109  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1110  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1111  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1112  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1113  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1114  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1115  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1116  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1117  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1118  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1119  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1120  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1121  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1122  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1123  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1124  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1125  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
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1126  sample collected out of 22380
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1127  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1128  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1129  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1130  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1131  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1132  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1133  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1134  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1135  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1136  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1137  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1138  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1139  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1140  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1141  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1142  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1143  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1144  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1145  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1146  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1147  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1148  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1149  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1150  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1151  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1152  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1153  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1154  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1155  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1156  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1157  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1158  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1159  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1160  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1161  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1162  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1163  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1164  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1165  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1166  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1167  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1168  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1169  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1170  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1171  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1172  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1173  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1174  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1175  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1176  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1177  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1178  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1179  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1180  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1181  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1182  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1183  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1184  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1185  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1186  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1187  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1188  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1189  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1190  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1191  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1192  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1193  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1194  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1195  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1196  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1197  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1198  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1199  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1200  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1201  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1202  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1203  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1204  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
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1205  sample collected out of 22380
<ipython-input-9-ae8a75ff7d54>:35: SettingWithCopyWarning: 
A value is trying to be set on a copy of a slice from a DataFrame.
Try using .loc[row_indexer,col_indexer] = value instead

See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy
  final_df["y_predict"]=prediction['yhat'].values.reshape(-1,1)
<ipython-input-9-ae8a75ff7d54>:25: UserWarning: Boolean Series key will be reindexed to match DataFrame index.
  train_temp_df=train_df[df['ds']>=df["ds"][ranges]]
INFO:fbprophet:Disabling yearly seasonality. Run prophet with yearly_seasonality=True to override this.
INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.
In [ ]:
train_df
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22380/15
In [6]:
len(error)
Out[6]:
10
In [7]:
22380/15
Out[7]:
1492.0
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